Recently, [1]} proposed a new sufficient dimension reduction method called the envelope method to reduce the dimension of responses in multivariate regression. Specifically, [1]} considered the following multivariate linear regression model
\(\mathbf {Y}_i = \mathbf {\alpha }+ \mathbf {\beta }\mathbf {X}_i + \mathbf {\varepsilon }_i,\) 
